sprockets.clients.dynamodb/sprockets/clients/dynamodb/utils.py
2016-02-25 13:35:22 -05:00

187 lines
5.4 KiB
Python

"""
Utilities for working with DynamoDB.
- :func:`.marshall`
- :func:`.unmarshal`
This module contains some helpers that make working with the
Amazon DynamoDB API a little less painful. Data is encoded as
`AttributeValue`_ structures in the JSON payloads and this module
defines functions that will handle the transcoding for you for
the vast majority of types that we use.
.. _AttributeValue: http://docs.aws.amazon.com/amazondynamodb/latest/
APIReference/API_AttributeValue.html
"""
import datetime
import uuid
import sys
try:
import arrow
except ImportError:
arrow = None
PYTHON3 = True if sys.version_info > (3, 0, 0) else False
TEXTCHARS = bytearray({7,8,9,10,12,13,27} | set(range(0x20, 0x100)) - {0x7f})
def marshall(values):
"""
Marshall a `dict` into something DynamoDB likes.
:param dict values: The values to marshall
:rtype: dict
:raises ValueError: if an unsupported type is encountered
Return the values in a nested dict structure that is required for
writing the values to DynamoDB.
"""
serialized = {}
for key in values:
serialized[key] = _marshall_value(values[key])
return serialized
def _marshall_value(value):
"""
Recursively transform `value` into an AttributeValue `dict`
:param mixed value: The value to encode
:rtype: dict
:raises ValueError: for unsupported types
Return the value as dict indicating the data type and transform or
recursively process the value if required.
"""
if PYTHON3 and isinstance(value, bytes):
return {'B': value}
elif PYTHON3 and isinstance(value, str):
return {'S': value}
elif not PYTHON3 and isinstance(value, str):
if _is_binary(value):
return {'B': value}
return {'S': value}
elif isinstance(value, dict):
return {'M': marshall(value)}
elif isinstance(value, bool):
return {'BOOL': value}
elif isinstance(value, (int, float)):
return {'N': str(value)}
elif isinstance(value, datetime.datetime):
return {'S': value.isoformat()}
elif arrow is not None and isinstance(value, arrow.Arrow):
return {'S': value.isoformat()}
elif isinstance(value, uuid.UUID):
return {'S': str(value)}
elif isinstance(value, list):
return {'L': [_marshall_value(v) for v in value]}
elif isinstance(value, set):
if PYTHON3 and all([isinstance(v, bytes) for v in value]):
return {'BS': sorted(list(value))}
elif PYTHON3 and all([isinstance(v, str) for v in value]):
return {'SS': sorted(list(value))}
elif all([isinstance(v, (int, float)) for v in value]):
return {'NS': sorted([str(v) for v in value])}
elif not PYTHON3 and all([isinstance(v, str) for v in value]) and \
all([_is_binary(v) for v in value]):
return {'BS': sorted(list(value))}
elif not PYTHON3 and all([isinstance(v, str) for v in value]) and \
all([_is_binary(v) is False for v in value]):
return {'SS': sorted(list(value))}
else:
raise ValueError('Can not mix types in a set')
elif value is None:
return {'NULL': True}
raise ValueError('Unsupported type: %s' % type(value))
def unmarshall(values):
"""
Transform a response payload from DynamoDB to a native dict
:param dict values: The response payload from DynamoDB
:rtype: dict
:raises ValueError: if an unsupported type code is encountered
"""
unmarshalled = {}
for key in values:
unmarshalled[key] = _unmarshall_dict(values[key])
return unmarshalled
def _unmarshall_dict(value):
"""Unmarshall a single dict value from a row that was returned from
DynamoDB, returning the value as a normal Python dict.
:param dict value: The value to unmarshall
:rtype: mixed
:raises ValueError: if an unsupported type code is encountered
"""
key = list(value.keys()).pop()
if key == 'B':
return bytes(value[key])
elif key == 'BS':
return set([bytes(v) for v in value[key]])
elif key == 'BOOL':
return value[key]
elif key == 'L':
return [_unmarshall_dict(v) for v in value[key]]
elif key == 'M':
return unmarshall(value[key])
elif key == 'NULL':
return None
elif key == 'N':
return _to_number(value[key])
elif key == 'NS':
return set([_to_number(v) for v in value[key]])
elif key == 'S':
return _maybe_convert(value[key])
elif key == 'SS':
return set([_maybe_convert(v) for v in value[key]])
raise ValueError('Unsupported value type: %s' % key)
def _to_number(value):
"""
Convert the string containing a number to a number
:param str value: The value to convert
:rtype: float|int
"""
return float(value) if '.' in value else int(value)
def _maybe_convert(value):
"""
Try to convert a string into something useful.
:param str value: The value to convert
:rtype: uuid.UUID|datetime.datetime|str
Possibly convert the value to a :py:class:`uuid.UUID` or
:py:class:`datetime.datetime` if possible, otherwise just return
the value.
"""
try:
return uuid.UUID(value)
except ValueError:
return value
def _is_binary(value):
"""
Check to see if a string contains binary data in Python2
:param str value: The value to check
:rtype: bool
"""
return bool(value.translate(None, TEXTCHARS))